AI-powered enhancement of skill SKILL.md files. Use to transform basic templates into comprehensive, high-quality skill documentation.
Orchestrate multi-agent artifact generation with the Primary Author → Parallel Reviewers → Synthesizer → Archive pattern. Use when relevant to the task.
Manage artifact metadata, versioning, ownership, and history tracking. Use when relevant to the task.
Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry
Ensure the session's AIWG installation is current and correctly deployed to the active provider
ffmpeg patterns for extracting audio from video files and transcoding between formats
Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry
Update AIWG CLI and redeploy frameworks/tools to current project without leaving the session
Update AGENTS.md with project-specific context for Factory AI based on codebase analysis
Contribute a user's AIWG customization back upstream as a PR — reviews for general applicability, creates branch, opens PR
Extract text, tables, and images from PDF files. Use when converting PDF documentation, manuals, or reports to searchable text.
Assemble media into thematic compilations, concert films, era playlists, and narrative experiences
Synthesize audience insights from multiple data sources into unified personas and segments. Use when relevant to the task.
Split large documentation (10K+ pages) into focused sub-skills with intelligent routing. Use for massive doc sites like Godot, AWS, or MSDN.
SHA-256 checksum manifest generation, self-verification, and PREMIS fixity patterns
Validate manually-created campaign intake forms and kick off Strategy phase with agent assignments
Scaffold a new behavior definition with BEHAVIOR.md and optional scripts inside an existing addon or framework
Package skills into uploadable ZIP files for Claude. Use after skill-builder/skill-enhancer to create final upload package.
Merge multiple documentation sources (docs, GitHub, PDF) with conflict detection. Use when combining docs + code for complete skill coverage.
Run a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps
Detects AI-generated writing patterns and suggests authentic alternatives. Auto-applies when reviewing content, editing documents, generating text, or when user mentions writing…
Detect and use llms.txt files for LLM-optimized documentation. Use when checking if a site has LLM-ready docs before scraping.